MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11751
nathanielnoyd
Metro MCP Claim
Enables users to interact with Washington DC Metro (WMATA) transit system throu…
C 62 66 78 72 0 39 80 100
11752
huang-sh
SCMCP Claim 2
An MCP server that enables single-cell RNA sequencing analysis through natural …
C 62 55 77 51 59 83 36
11753
hannesj
Exposes Ant Design component documentation to Large Language Models, allowing L…
C 62 55 60 41 24 81 98
11754
mori-mmmm
A collection of custom MCP servers providing various AI-powered capabilities in…
C 62 54 62 58 N/A 37 95 49
11755
helloHupc
Pixabay MCP Server Claim
Enables AI assistants to search for and retrieve images, illustrations, and vid…
C 62 55 54 37 45 82 91
11756
jjmerri
Provides access to E\*TRADE's Market API for retrieving real-time stock quotes,…
C 62 55 62 40 21 81 100
11757
ivanmartinezmorales
RabbitMQ MCP Server Claim 2
A Model Context Protocol server built with mcp-framework that allows users to i…
C 62 55 39 100 N/A 22 95 40
11758
HyperClockUp
An MCP server providing robust browser automation tools for AI assistants, incl…
C 62 54 27 53 N/A 51 90 94
11759
kukapay
crypto-sentiment-mcp Claim 1
An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
C 62 55 45 41 43 82 100
11760
VSidhArt
Enables AI assistants to interact with Intervals.icu fitness tracking and welln…
C 62 55 66 46 19 81 90
11761
mirecekd
Bakaláři MCP Server Claim 2
An MCP server for the Bakaláři v3 API that provides access to the popular Czech…
C 62 55 51 43 48 80 89
11762
lborjigi
Enables AI assistants to manage BookStack documentation through natural languag…
C 62 55 72 35 21 81 94
11763
yakir-Yang
A customer service MCP server that enables order lookup by phone number and sto…
C 62 55 72 41 24 81 85
11764
Badribn0612
img-gen Claim
Provides tools for generating optimized images via Google's Gemini model and fe…
C 62 55 72 32 24 76 100
11765
TurboML-Inc
A template MCP server that provides job searching tools (analyze descriptions, …
C 62 66 84 72 0 47 81 83
11766
w4yn3sh33n
Provides multilingual greetings in English, Korean, and Japanese, and generates…
C 62 55 66 70 26 81 52
11767
nanameru
Enables conversational image generation and editing with Google's Gemini 2.5 Fl…
C 62 55 54 82 23 81 58
11768
kukapay
blockbeats-mcp Claim 1
An MCP server that delivers blockchain news and in-depth articles from BlockBea…
C 62 55 57 31 43 83 97
11769
Akhilvis
Elastic MCP Claim
Connects to Elasticsearch clusters through the Model Context Protocol, enabling…
C 62 55 64 37 25 81 96
11770
jpbester
payfast Claim 2
MCP server for PayFast — AI assistants interact with South Africa's payment gat…
C 62 64 57 72 0 54 94 100
11771
BQ31X
Enables web search capabilities through the Tavily API, allowing users to searc…
C 62 55 60 42 24 81 96
11772
rsimd
DuckDuckGo MCP Server Claim 2
A Model Context Protocol server that enables AI applications like Claude Deskto…
C 62 55 69 62 23 82 63
11773
peterableda
Provides read-only access to Iceberg tables via Apache Impala, enabling LLMs to…
C 62 55 62 27 47 81 95
11774
rupesh-github01
MCP Server Basic Claim
A basic MCP server example that provides simple arithmetic tools (addition and …
C 62 54 66 27 N/A 24 95 94
11775
Artin0123
Analyze images and videos with Gemini to get fast, reliable visual insights. Ha…
C 62 66 78 75 0 46 81 91
11776
cr7258
A Model Context Protocol server that enables AI models to perform real-time int…
C 62 55 49 31 56 82 97
11777
lokallost
Enables querying threat intelligence data about files, URLs, IPs, and domains f…
C 62 55 60 32 37 81 97
11778
sourangshupal
MCP-RAG Server Claim
Implements Retrieval-Augmented Generation (RAG) using GroundX and OpenAI, allow…
C 62 55 48 57 26 81 93
11779
purebaba
Mercari MCP Server Claim 2
An MCP server that enables users to search for products on the Mercari marketpl…
C 62 55 57 53 18 83 89
11780
shubhechhadey
Provides real-time weather alerts for US states using the National Weather Serv…
C 62 55 60 40 21 83 100
11781
PoliTwit1984
GitHub MCP Server Claim 2
A Model Context Protocol server that enables AI models to interact with GitHub'…
C 62 55 75 45 17 81 79
11782
markusl
Alko MCP Server Claim
Provides AI assistants with access to Finland's Alko alcohol product catalog, e…
C 62 66 72 72 0 59 82 93
11783
shipstatic
ShipStatic Claim
Deploy websites from AI agents. Free at mcp.shipstatic.com. Install for the ful…
C 62 64 72 71 0 55 83 94
11784
michaelmoser8875
MCP Server Claim
A minimal Python-based server that provides real-time weather data and a safe m…
C 62 55 54 35 43 82 100
11785
esakrissa
A customized MCP server that enables integration between LLM applications and d…
C 62 55 72 33 28 80 90
11786
Rev4nchist
An MCP server that connects Claude.ai to a Notion-based marketing knowledge bas…
C 62 55 57 50 25 80 93
11787
nsachin08
Enables interaction with Google Kubernetes Engine (GKE) to list clusters, manag…
C 62 55 62 40 27 76 99
11788
ckamilokoo
MCP Test DB Server Claim
Enables interaction with a PostgreSQL database through MCP tools for employee m…
C 62 55 68 41 26 81 88
11789
openfused
openfuse-mcp Claim
Encrypted mail, shared memory, and persistent context for AI agents.
C 62 55 72 0 N/A 67 81 100
11790
joepangallo
mcp-audit-server Claim
Thin MCP and CLI proxy for AI agent and MCP security auditing via a hosted back…
C 62 55 86 0 N/A 67 69 94
11791
Lynxe-public
Bing CN MCP Enhanced Claim 2
An MCP server optimized for Chinese users that enables AI models to perform Bin…
C 62 55 59 82 56 76 30
11792
Preston-Harrison
Enables secure filesystem operations with directory sandboxing and optional rea…
C 62 54 60 32 N/A 23 95 93
11793
4R9UN
Enables AI-powered threat intelligence analysis of IPs, domains, URLs, and file…
C 62 55 68 31 49 81 79
11794
SPAIK-io
Enables AI-powered ROI prediction and tracking with Monte Carlo simulations, Du…
C 62 55 72 65 52 80 35
11795
Here-and-Tomorrow-LLC
A server that allows Claude to control audio playback on your computer, support…
C 62 54 48 36 N/A 37 90 100
11796
cryptonahue
Enables interaction with Anytype objects through the Anytype API, including cre…
C 62 64 78 68 0 44 95 86
11797
wowyuarm
An MCP server that provides multiple file conversion tools for AI agents, suppo…
C 62 55 59 33 49 76 96
11798
deploya-labs
Email sending MCP Claim 2
An MCP server that allows Claude Desktop or Cursor to send emails directly usin…
C 62 55 47 66 21 78 93
11799
kdkyum
jlab-mcp Claim 1
An MCP server that enables LLMs to execute Python code on GPU-accelerated compu…
C 62 55 63 38 30 80 96
11800
Muzain187
TG_MCP Claim
A lightweight Python interface that exposes TigerGraph database operations as s…
C 62 55 72 22 40 76 97
Showing 11751–11800 of 67226 servers
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